| “No fracking way!” Documentary film, discursive opportunity, and local opposition against hydraulic fracturing in the United States, 2010 to 2013 IB Vasi, ET Walker, JS Johnson, HF Tan American Sociological Review 80 (5), 934-959, 2015 | 230 | 2015 |
| Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation S Tan, R Caruana, G Hooker, Y Lou Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society, 2018 | 168 | 2018 |
| Considerations When Learning Additive Explanations for Black-Box Models S Tan, G Hooker, P Koch, A Gordo, R Caruana arXiv preprint arXiv:1801.08640 3, 2018 | 112* | 2018 |
| "Why Should You Trust My Explanation?" Understanding Uncertainty in LIME Explanations Y Zhang, K Song, Y Sun, S Tan, M Udell ICML 2019 AI for Social Good Workshop, 2019 | 58* | 2019 |
| Tree space prototypes: Another look at making tree ensembles interpretable S Tan, M Soloviev, G Hooker, MT Wells Proceedings of the 2020 ACM-IMS on Foundations of Data Science Conference, 23-34, 2020 | 56 | 2020 |
| Investigating Human+ Machine Complementarity: A Case Study on Recidivism S Tan, J Adebayo, K Inkpen, E Kamar arXiv preprint arXiv:1808.09123, 2018 | 36* | 2018 |
| How Interpretable and Trustworthy are GAMs? CH Chang, S Tan, B Lengerich, A Goldenberg, R Caruana Proceedings of the 27th ACM SIGKDD International Conference on Knowledge …, 2021 | 28 | 2021 |
| Axiomatic Interpretability for Multiclass Additive Models X Zhang, S Tan, P Koch, Y Lou, U Chajewska, R Caruana Proceedings of the 25th ACM SIGKDD International Conference on Knowledge …, 2019 | 26* | 2019 |
| Do I Look Like a Criminal? Examining how Race Presentation Impacts Human Judgement of Recidivism K Mallari, K Inkpen, P Johns, S Tan, D Ramesh, E Kamar Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems …, 2020 | 13 | 2020 |
| Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models B Lengerich, S Tan, CH Chang, G Hooker, R Caruana International Conference on Artificial Intelligence and Statistics, 2402-2412, 2020 | 12 | 2020 |
| A Bayesian Evidence Synthesis Approach to Estimate Disease Prevalence in Hard-To-Reach Populations: Hepatitis C in New York City S Tan, S Makela, D Heller, K Konty, S Balter, T Zheng, JH Stark Epidemics 23 (June 2018), 96-109, 2018 | 9 | 2018 |
| Interpretable Approaches to Detect Bias in Black-Box Models S Tan Proceedings of the 2018 AAAI/ACM Conference on AI, Ethics, and Society …, 2018 | 5 | 2018 |
| Distilling Heterogeneity: From Explanations of Heterogeneous Treatment Effect Models to Interpretable Policies H Wu, S Tan, W Li, M Garrard, A Obeng, D Dimmery, S Singh, H Wang, ... arXiv preprint arXiv:2111.03267, 2021 | 1 | 2021 |
| A Double Parametric Bootstrap Test for Topic Models S Seto, S Tan, G Hooker, MT Wells NeurIPS 2017 Interpretability Symposium, 2017 | 1 | 2017 |
| Using Explainable Boosting Machines (EBMs) to Detect Common Flaws in Data Z Chen, S Tan, H Nori, K Inkpen, Y Lou, R Caruana Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021 | | 2021 |
| Probabilistic Matching: Incorporating Uncertainty to Correct for Selection Bias HF Tan, GJ Hooker, MT Wells NeurIPS 2016 Causal Inference Workshop, 2016 | | 2016 |
| Two Ways of Modeling Hospital Readmissions: Mixed and Marginal Models HF Tan, R Low, S Ito, R Gregory, L Bielory, V Dunn Proceedings of the Joint Statistical Meetings, 2013 | | 2013 |
| Using PROC GENMOD to Investigate Drug Interactions: Beta Blockers and Beta Agonists and Their Association with Hospital Admissions HF Tan, R Low, S Ito, R Gregory, V Dunn Proceedings of SAS Global Forum, 2013 | | 2013 |
| Hospital Readmission Rates: Related To Ed Volume, Population, And Economic Variables RB Low, S Ito, R Gregory, L Rassi, HF Tan, C Jacobs Academic Emergency Medicine 19 (4), S208-S209, 2012 | | 2012 |
| Friends Don’t Let Friends Deploy Black-Box Models: Detecting and Preventing Bias via Transparent Modeling R Caruana, Y Lou, S Tan, J Gehrke, P Koch, M Sturm, N Elhadad, ... | | |
Rich CaruanaMicrosoft ReesearchVerified email at microsoft.com
